diff --git a/docs/pages/performance/fashion-mnist/plot.b64 b/docs/pages/performance/fashion-mnist/plot.b64 index 15c36f6a4..692393347 100644 --- a/docs/pages/performance/fashion-mnist/plot.b64 +++ b/docs/pages/performance/fashion-mnist/plot.b64 @@ -1 +1 @@ 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\ No newline at end of file diff --git a/docs/pages/performance/fashion-mnist/plot.png b/docs/pages/performance/fashion-mnist/plot.png index 79ee4b750..7432ee295 100644 Binary files a/docs/pages/performance/fashion-mnist/plot.png and b/docs/pages/performance/fashion-mnist/plot.png differ diff --git a/docs/pages/performance/fashion-mnist/results.md b/docs/pages/performance/fashion-mnist/results.md index 2d753478b..065099692 100644 --- a/docs/pages/performance/fashion-mnist/results.md +++ b/docs/pages/performance/fashion-mnist/results.md @@ -1,10 +1,10 @@ |Model|Parameters|Recall|Queries per Second| |---|---|---|---| -|eknn-l2lsh|L=100 k=4 w=1024 candidates=500 probes=0|0.379|380.371| -|eknn-l2lsh|L=100 k=4 w=1024 candidates=1000 probes=0|0.447|305.831| -|eknn-l2lsh|L=100 k=4 w=1024 candidates=500 probes=3|0.635|292.164| -|eknn-l2lsh|L=100 k=4 w=1024 candidates=1000 probes=3|0.717|253.758| -|eknn-l2lsh|L=100 k=4 w=2048 candidates=500 probes=0|0.767|330.408| -|eknn-l2lsh|L=100 k=4 w=2048 candidates=1000 probes=0|0.847|278.242| -|eknn-l2lsh|L=100 k=4 w=2048 candidates=500 probes=3|0.921|221.691| -|eknn-l2lsh|L=100 k=4 w=2048 candidates=1000 probes=3|0.960|197.147| +|eknn-l2lsh|L=100 k=4 w=1024 candidates=500 probes=0|0.378|373.943| +|eknn-l2lsh|L=100 k=4 w=1024 candidates=1000 probes=0|0.447|322.600| +|eknn-l2lsh|L=100 k=4 w=1024 candidates=500 probes=3|0.635|278.750| +|eknn-l2lsh|L=100 k=4 w=1024 candidates=1000 probes=3|0.717|248.708| +|eknn-l2lsh|L=100 k=4 w=2048 candidates=500 probes=0|0.767|328.214| +|eknn-l2lsh|L=100 k=4 w=2048 candidates=1000 probes=0|0.847|291.762| +|eknn-l2lsh|L=100 k=4 w=2048 candidates=500 probes=3|0.922|217.030| +|eknn-l2lsh|L=100 k=4 w=2048 candidates=1000 probes=3|0.960|197.218| diff --git a/elastiknn-lucene/src/main/java/org/apache/lucene/search/MatchHashesAndScoreQuery.java b/elastiknn-lucene/src/main/java/org/apache/lucene/search/MatchHashesAndScoreQuery.java index a6269b988..8e41b665b 100644 --- a/elastiknn-lucene/src/main/java/org/apache/lucene/search/MatchHashesAndScoreQuery.java +++ b/elastiknn-lucene/src/main/java/org/apache/lucene/search/MatchHashesAndScoreQuery.java @@ -34,10 +34,6 @@ public MatchHashesAndScoreQuery(final String field, final int candidates, final IndexReader indexReader, final Function scoreFunctionBuilder) { - // `countMatches` expects hashes to be in sorted order. - // java's sort seems to be faster than lucene's ArrayUtil. - java.util.Arrays.sort(hashAndFrequencies, HashAndFreq::compareTo); - this.field = field; this.hashAndFrequencies = hashAndFrequencies; this.candidates = candidates;